{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PyDMD"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tutorial 3: Multiresolution DMD: different time scales"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial we will show the possibilities of the multiresolution dynamic modes decomposition (mrDMD) with respect to the classical DMD. We follow a wonderful blog post written by Robert Taylor [available here](http://www.pyrunner.com/weblog/2016/08/05/mrdmd-python/). We did not use his implementation of the mrDMD but only the sample data and the structure of the tutorial. You can find a mathematical reference for the mrDMD by Kutz et al. [here](http://epubs.siam.org/doi/pdf/10.1137/15M1023543). \n",
    "For the advanced settings of the DMD base class please refer to [this tutorial](https://github.com/mathLab/PyDMD/blob/master/tutorials/tutorial-2-adv-dmd.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First of all we just import the MrDMD and DMD classes from the dmd package, we set matplotlib for the notebook and we import numpy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from pydmd import MrDMD\n",
    "from pydmd import DMD\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The code below generates a spatio-temporal example dataset. The data can be thought of as 80 locations or signals (the x-axis) being sampled 1600 times at a constant rate in time (the t-axis). It contains many features at varying time scales, like oscillating sines and cosines, one-time events, and random noise. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def create_sample_data():\n",
    "    x = np.linspace(-10, 10, 80)\n",
    "    t = np.linspace(0, 20, 1600)\n",
    "    Xm, Tm = np.meshgrid(x, t)\n",
    "\n",
    "    D = np.exp(-np.power(Xm/2, 2)) * np.exp(0.8j * Tm)\n",
    "    D += np.sin(0.9 * Xm) * np.exp(1j * Tm)\n",
    "    D += np.cos(1.1 * Xm) * np.exp(2j * Tm)\n",
    "    D += 0.6 * np.sin(1.2 * Xm) * np.exp(3j * Tm)\n",
    "    D += 0.6 * np.cos(1.3 * Xm) * np.exp(4j * Tm)\n",
    "    D += 0.2 * np.sin(2.0 * Xm) * np.exp(6j * Tm)\n",
    "    D += 0.2 * np.cos(2.1 * Xm) * np.exp(8j * Tm)\n",
    "    D += 0.1 * np.sin(5.7 * Xm) * np.exp(10j * Tm)\n",
    "    D += 0.1 * np.cos(5.9 * Xm) * np.exp(12j * Tm)\n",
    "    D += 0.1 * np.random.randn(*Xm.shape)\n",
    "    D += 0.03 * np.random.randn(*Xm.shape)\n",
    "    D += 5 * np.exp(-np.power((Xm+5)/5, 2)) * np.exp(-np.power((Tm-5)/5, 2))\n",
    "    D[:800,40:] += 2\n",
    "    D[200:600,50:70] -= 3\n",
    "    D[800:,:40] -= 2\n",
    "    D[1000:1400,10:30] += 3\n",
    "    D[1000:1080,50:70] += 2\n",
    "    D[1160:1240,50:70] += 2\n",
    "    D[1320:1400,50:70] += 2\n",
    "    return D.T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we have an auxiliary function that we will use to plot the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def make_plot(X, x=None, y=None, figsize=(12, 8), title=''):\n",
    "    \"\"\"\n",
    "    Plot of the data X\n",
    "    \"\"\"\n",
    "    plt.figure(figsize=figsize)\n",
    "    plt.title(title)\n",
    "    X = np.real(X)\n",
    "    CS = plt.pcolor(x, y, X)\n",
    "    cbar = plt.colorbar(CS)\n",
    "    plt.xlabel('Space')\n",
    "    plt.ylabel('Time')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start by creating the dataset and plot the data in order to have a first idea of the problem. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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Xu/6zVic8KnDgUx7n6hE8a7JR7egcz5bEEIZMXRIDLRzn/tjEABo5gw4igfsBAoUyTLZm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GpVqfdZBS5JzqJ3tptmbTDKAs1tW7JwH8qYKdRqk61HU/2eWoGeynWmYeHWXDO/jouLGOM4/o1q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\nRUVFRcWZ4P8Bht/8hY6fiFkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x103d92310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample_data = create_sample_data()\n",
    "x = np.linspace(-10, 10, 80)\n",
    "t = np.linspace(0, 20, 1600)\n",
    "make_plot(sample_data.T, x=x, y=t)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we apply the classical DMD without svd rank truncation, and then we try to reconstruct the data. You can clearly see that all the transient time events are missing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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87o/zcHfiBeFhEM89wKSGOGiiXPTRkadjRXI2si5zIIi4ScyPKH/0DnLgKfJWHXu2kTl1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\nHR0dHR0dHbOgE8+Ojo6Ojo6Ojo5Z8P8D9l/+/it1W2oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x103d92110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "first_dmd = DMD(svd_rank=-1)\n",
    "first_dmd.fit(X=sample_data)\n",
    "make_plot(first_dmd.reconstructed_data.T, x=x, y=t)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we do the same but using the mrDMD instead. The result is remarkable even with svd rank truncation (experiment changing the input parameters)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LLz2oo6NRq2W7LOBpLHo8oQ+eWKXHM23C9nAj+uEiNTi7F8cxQ23n4TqT5PGk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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10eafd610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dmd = MrDMD(svd_rank=-1, max_level=7, max_cycles=1)\n",
    "dmd.fit(X=sample_data)\n",
    "make_plot(dmd.reconstructed_data.T, x=x, y=t)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ok, pretty amazing eh? Let's have a look at the eigenvalues in order to better understand the mrDMD. Without truncation we have 80 eigenvalues."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The number of eigenvalues is 279\n"
     ]
    },
    {
     "data": {
      "image/png": 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S9qhi3zwgRUr5acl2OjBCSlljjz0hIUGmp6d7wFrvkpKSwogRI7xthttRVRd4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\nLexKKaWURf4/myJjgo8VUcMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x105f85590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('The number of eigenvalues is {}'.format(dmd.eigs.shape[0]))\n",
    "dmd.plot_eigs(show_axes=True, show_unit_circle=True, figsize=(8, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is also possible to plot only specific eigenvalues, given the level and the node. If the node is not provided all the eigenvalues of that level will be plotted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fyc9//ZkT50/Qb14/DmUc8lFlnjP1vWhqLk8Y2dhlrnhnsWOu3w/9Tre3u/Hn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\nIiKMpLBHREQY+V9G/i13sf3RIgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106a9e310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dmd.plot_eigs(show_axes=True, show_unit_circle=True, figsize=(8, 8), level=3, node=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The idea is to extract the slow modes at each iteration, where a slow mode is a mode with a relative low frequency. This just means that the mode changes somewhat slowly as the system evolves in time. Thus the mrDMD is able to catch different time events.\n",
    "\n",
    "The general mrDMD algorithm is as follows:\n",
    "\n",
    "1. Compute DMD for available data.\n",
    "2. Determine fast and slow modes.\n",
    "3. Find the best DMD approximation to the available data constructed from the slow modes only.\n",
    "4. Subtract off the slow-mode approximation from the available data.\n",
    "5. Split the available data in half.\n",
    "6. Repeat the procedure for the first half of data (including this step).\n",
    "7. Repeat the procedure for the second half of data (including this step)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's have a look at the modes for the first two levels and the corresponding time evolution. At the first level we have two very slow modes, while at the second one there are 5 modes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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V5M34GQ34GITXDuvxXsXQaQwERsIvf4ekle6WRuPJ7F+kXic9BZby/2tcSR6uGMqr8DUK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\njuM4TgUeGBzHcZwKPDA4juM4FfwLJp/TaORcEkQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106c9aa50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pmodes = dmd.partial_modes(level=0)\n",
    "fig = plt.plot(x, pmodes.real)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0hDHi5YOfgl+I2RUJG/DwULwwqBVvDuvAjlNp3PPvnzh8IcvsshzKou1neXzp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\nxnkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106ca6190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdyna = dmd.partial_dynamics(level=0)\n",
    "fig = plt.plot(t, pdyna.real.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice the discontinuities in the time evolution where the data were split. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The number of modes in the level number 1 is 5\n"
     ]
    },
    {
     "data": {
      "image/png": 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yOLCMKkn+Hr4KH7ngd8DbWutf9LvrOeCOyOU7gGdH2pYQIjl1vPIKBINpOX7fy15ejq/q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\nhBBpQgJfCCHShAS+EEKkif8PlkSID9NzcX4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f222390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdyna = dmd.partial_dynamics(level=1)\n",
    "print('The number of modes in the level number 1 is {}'.format(pdyna.shape[0]))\n",
    "fig = plt.plot(t, pdyna.real.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we recreate the original data by adding levels together. For each level, starting with the first (note that the starting index is 0), we construct an approximation of the data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WLE1RmcI7OYUzD4BFopw1zrx8pUnLklpEtqYMC+XI2EobbXKpOEoys4XqtxFWgK3bf63q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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f0be950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdata = dmd.partial_reconstructed_data(level=0)\n",
    "make_plot(pdata.T, x=x, y=t, title='level 0', figsize=(7.5, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, we sequentially add them all together, one on top of another. It is interesting to see how the original data has been broken into features of finer and finer resolution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HoHv0HHghxBoLVwINbKB3mQwGjhOIeQ68nx1vHJLhIH26Nt4vPJm7YSx0SGADdbOSBGEr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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f0bea10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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UBZGqzdmIWyfSuYKjC4TnCwyHyARFFuMUW8nJumJcHB4BDqlAzyubPUZisi0k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\nG0huAM3MbCB9CsGJQBDQQOSiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f17b1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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p7LLQuO5KgFxI2G4r9jKy2u6IBFhOeAZmAdBuI3UXA4Vpy1ijAHiPVBkFbTeG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z0BbEeAyOcA2c5usR3A/reP3QofG6o/x25EABuhnU/susJ7cNdlV/Anthfcup+Zz5p1kZnPsM4T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\nATRbRBOAgpSyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10df67350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PTQGpjFmxIGyL7v8Y0CsHgO22BMnltABgccJlhAgQWTtLtR4B0SzE/MbTMD5ADuLoLAXz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ce28350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fVJnfWZnybKwASB2qCoMfL3DoAD+pK0WyMm3oZGoZqoKF48rajc3LTS6iDWek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\nombmhP0I/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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ce306d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WPg3ADwL4yt77x6Y09qAY4OsAvHXk+m/ovb+vtfYJAN7RWvux3vs73Y2ttdcD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\nuS9lUICDDDLIIIPcl/L/A2Yc+hslpZ/VAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10baa4190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(1, 7):\n",
    "    pdata += dmd.partial_reconstructed_data(level=i)\n",
    "    make_plot(pdata.T, x=x, y=t, title='levels 0-' + str(i), figsize=(7.5, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The multiresolution DMD has been employed in many different fields of study due to its versatility. Feel free to share with us your applications!"
   ]
  }
 ],
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